MCP Server Quality Scores

Independent quality analysis of 68784 public MCP servers

68784
Discovered
→
33563
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68651
zyx77550
SPARDA Claim
SPARDA is a zero-configuration MCP builder that converts existing Express and F…
— ○ ⏳ — N/A N/A — — —
68652
christian.nicolas
lumora Claim
— ○ ⏳ — N/A N/A — 95 —
68653
archfill
Tsumugi Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
— ○ ⏳ — — — — — —
68654
TheTangentLine
A Dockerized MCP server that fetches your GitHub repositories, indexes them int…
— ○ ⏳ — N/A N/A — — —
68655
gabrielmahia
church-mcp Claim
Provides tools to access information about religious institutions and community…
— ○ ⏳ — — — — — —
68656
noticedso
@noticed/cli Claim
CLI and stdio MCP server for noticed. Exposes ~50 noticed agent capabilities (n…
— ○ ⏳ — — — — — —
68657
marlybone
Praesago Claim
UK property area intelligence: validated trajectory scores, gentrification earl…
— ○ ⏳ — — — — — —
68658
imprezahost
Enables deploying apps, managing servers, domains/DNS, VPS lifecycle, and accou…
— ○ ⏳ — — — — — —
68659
universal-mcp
Provides a standardized interface for interacting with Google-Sheet's tools and…
— ○ ⏳ — — — — — —
68660
lukcy6799
MCP Memory Claim
MCP Memory is a MCP Server that gives MCP Clients the ability to remember infor…
— ○ ⏳ — — — — — —
68661
cubismod
Enables AI clients to access Boston's MBTA public transit data, including real-…
— ○ ⏳ — — — — — —
68662
glommer
cachebro Claim
Provides file caching and diff tracking for AI coding agents, reducing token us…
— ○ ⏳ — N/A N/A — — —
68663
TuttoOne
Controls SharePoint through natural language via Microsoft Graph API, enabling …
— ○ ⏳ — — — — — —
68664
dacast
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
68665
npow
Provides real-time Stripe subscription analytics including MRR, churn, failed p…
— ○ ⏳ — — — — — —
68666 — ○ ⏳ — N/A N/A — 95 —
68667
EYamanS
chisel Claim
Enables AI agents to construct, edit, and export 3D models using geometric prim…
— ○ ⏳ — N/A N/A — — —
68668 — ○ ⏳ — N/A N/A — 95 —
68669
HUGO-Domon
Enables AI assistants to securely connect with SAP ABAP and BTP services, allow…
— ○ ⏳ — — — — — —
68670
machhakiran
Enables AI to save, organize, search, and synthesize research materials using a…
— ○ ⏳ — N/A N/A — — —
68671
texra-ai
Enables MCP clients to execute Mathematica code via wolframscript and verify ma…
— ○ ⏳ — N/A N/A — — —
68672
NiveditaAryaK
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
— ○ ⏳ — N/A N/A — — —
68673
Michibiku
Enables Claude to interact with Google Workspace services including Gmail, Driv…
— ○ ⏳ — — — — 81 —
68674
Ma-fee
rag-mcp Claim
A RAG service based on FastMCP that enables document indexing and retrieval (ke…
— ○ ⏳ — N/A N/A — — —
68675
bnm12
Connects the 1001 Albums Generator dataset to AI assistants, enabling natural l…
— ○ ⏳ — — — — — —
68676
creative-int
Saya Claim
Enables agents to query team brain for memory, channels, decisions, skills, and…
— ○ ⏳ — — — — — —
68677
hmcc0
bragdoc-mcp Claim
Helps capture professional achievements using the STAR method through iterative…
— ○ ⏳ — N/A N/A — — —
68678
DEBARPAN2000
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
— ○ ⏳ — N/A N/A — — —
68679
pipeworx-io
MCP server for querying and exploring Issy-les-Moulineaux open data datasets (c…
— ○ ⏳ — — — — — —
68680
ExigerDev
Enables querying PostgreSQL and MySQL databases using natural language, with RE…
— ○ ⏳ — — — — — —
68681
jsconiers
Provides a consolidated 0DTE options cockpit for SPX/SPXW, including chain, Gre…
— ○ ⏳ — — — — — —
68682
ykuchiki
Gmail MCP Claim
Enables AI assistants to send, read, search, and manage Gmail emails, drafts, a…
— ○ ⏳ — N/A N/A — — —
68683
RaphaEnterprises-AI
MCP server for the Argus E2E Testing Agent, enabling AI coding assistants to pe…
— ○ ⏳ — N/A N/A — — —
68684
coe0718
Deskbrid Claim
Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. …
— ○ ⏳ — N/A N/A — — —
68685
DouganRedhammer
Enables AI assistants to look up World of Warcraft character information and re…
— ○ ⏳ — — — — — —
68686
tadeukaiba
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
— ○ ⏳ — — — — — —
68687
lakehouse-42
MCP server for Lakehouse42, enabling code-first tool discovery, hybrid search, …
— ○ ⏳ — — — — — —
68688
enesmanan
Provides read and write access to multiple SQLite databases through the Model C…
— ○ ⏳ — N/A N/A — — —
68689
wladimania93
An MCP server that turns any codebase into a queryable knowledge graph — and re…
— ○ ⏳ — N/A N/A — — —
68690
karaokmert
A secure and optimized MCP server for integrating ClickUp project management, e…
— ○ ⏳ — — — — — —
68691
robertnowell
konid-ai Claim
A language expression coach MCP server that provides native-sounding translatio…
— ○ ⏳ — — — — — —
68692
fani-ko
QGISMCP Claim
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), al…
— ○ ⏳ — N/A N/A — — —
68693
jmtrs
or-info Claim
Enables AI agents to query OpenRouter model information including prices, ELO r…
— ○ ⏳ — — — — — —
68694
cliffpyles
project-mcp Claim
A FastMCP server that exposes predefined artifacts as Resources and project lif…
— ○ ⏳ — N/A N/A — — —
68695
Akshay1018
Enforces code quality, security, and architectural integrity by auditing, refac…
— ○ ⏳ — N/A N/A — — —
68696
Pantainos-Toolkit
grok-mcp Claim
Enables searching X (Twitter) using the xAI Grok API to get summarised answers …
— ○ ⏳ — — — — — —
68697
ccedacero
MCP server giving Claude AI access to 22+ NYC public-record databases for real …
— ○ ⏳ — — — — — —
68698
daveyproctor
Extracts text and metadata from various file formats (PDF, DOCX, images with OC…
— ○ ⏳ — N/A N/A — — —
68699
lkh081231
A cross-platform screenshot tool that lets coding agents capture and view their…
— ○ ⏳ — N/A N/A — — —
68700
zakhap
renoise-mcp Claim
MCP server for controlling Renoise via OSC. Lets Claude compose music by writin…
— ○ ⏳ — N/A N/A — — —
Showing 68651–68700 of 68784 servers